RRepoGEO

REPOGEO REPORT · LITE

senbo1/chat0

Default branch main · commit c8f3adbd · scanned 6/8/2026, 2:22:35 AM

GitHub: 746 stars · 89 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface senbo1/chat0, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-chat, self-hosted, llm, large-language-models, react, privacy-first, local-data-storage, open-source, custom-api-keys
  • highreadme#2
    Add a tagline to the README's opening to highlight self-hosting and privacy

    Why:

    CURRENT
    # Chat0
    COPY-PASTE FIX
    # Chat0
    A Blazingly-Fast, Self-Hosted, and Privacy-First AI Chat App.
  • mediumabout#3
    Enhance the repository description to include multi-model support and local data storage

    Why:

    CURRENT
    Blazingly-fast, free, open source AI chat app. Discord - https://discord.gg/mQSPrxVryy
    COPY-PASTE FIX
    Blazingly-fast, free, open source AI chat app with multi-model support and local data storage. Discord - https://discord.gg/mQSPrxVryy

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface senbo1/chat0
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LocalAI
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LocalAI · recommended 2×
  2. Jan · recommended 2×
  3. Ollama · recommended 2×
  4. PrivateGPT · recommended 1×
  5. Open WebUI · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hosted AI chat interface with local data storage and custom API key support.
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. PrivateGPT
    3. Jan
    4. Ollama
    5. Open WebUI
    6. Chatbot UI

    AI recommended 6 alternatives but never named senbo1/chat0. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some fast open-source chat applications supporting multiple large language models?
    you: not recommended
    AI recommended (in order):
    1. LocalAI
    2. LM Studio
    3. Ollama
    4. Jan
    5. Text Generation WebUI (oobabooga/text-generation-webui)

    AI recommended 5 alternatives but never named senbo1/chat0. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of senbo1/chat0?
    pass
    AI named senbo1/chat0 explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts senbo1/chat0 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named senbo1/chat0 explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo senbo1/chat0 solve, and who is the primary audience?
    pass
    AI named senbo1/chat0 explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of senbo1/chat0. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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senbo1/chat0 — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
senbo1/chat0 — RepoGEO report